This comprehensive study effectively employed a diverse array of state-of-the-art machine learning approaches, harnessing their immense potential to accurately forecast and detect the presence of adrenal insufficiency in patients who are administered PD-1/PD-L1 inhibitors. This evidence concerns the gene PDCD1 and Adrenal insufficiency.